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AI-powered coding assistant tools have revolutionized the software engineering ecosystem. However, prior work has demonstrated that these tools are vulnerable to poisoning attacks. In a poisoning attack, an attacker intentionally injects…

密码学与安全 · 计算机科学 2023-12-12 Sanghak Oh , Kiho Lee , Seonhye Park , Doowon Kim , Hyoungshick Kim

Open-source software vulnerability patch detection is a critical component for maintaining software security and ensuring software supply chain integrity. Traditional manual detection methods face significant scalability challenges when…

软件工程 · 计算机科学 2025-09-30 Haoran Xu , Chen Zhi , Junxiao Han , Xinkui Zhao , Jianwei Yin , Shuiguang Deng

Large Language Models (LLMs) have demonstrated remarkable capabilities across various cybersecurity tasks, including vulnerability classification, detection, and patching. However, their potential in automated vulnerability report…

Equipped with various tools and knowledge, GPTs, one kind of customized AI agents based on OpenAI's large language models, have illustrated great potential in many fields, such as writing, research, and programming. Today, the number of…

密码学与安全 · 计算机科学 2025-12-02 Tong Wu , Weibin Wu , Zibin Zheng

Vulnerabilities are challenging to locate and repair, especially when source code is unavailable and binary patching is required. Manual methods are time-consuming, require significant expertise, and do not scale to the rate at which new…

密码学与安全 · 计算机科学 2023-06-13 Pemma Reiter , Hui Jun Tay , Westley Weimer , Adam Doupé , Ruoyu Wang , Stephanie Forrest

Each year, software vulnerabilities are discovered, which pose significant risks of exploitation and system compromise. We present a convolutional neural network model that can successfully identify bugs in C code. We trained our model…

密码学与安全 · 计算机科学 2026-02-27 C. Seas , G. Fitzpatrick , J. A. Hamilton , M. C. Carlisle

Motivation: Technical debt is a metaphor that describes not-quite-right code introduced for short-term needs. Developers are aware of it and admit it in source code comments, which is called Self- Admitted Technical Debt (SATD). Therefore,…

软件工程 · 计算机科学 2023-12-05 Moritz Mock

Code flaws or vulnerabilities are prevalent in software systems and can potentially cause a variety of problems including deadlock, information loss, or system failure. A variety of approaches have been developed to try and detect the most…

软件工程 · 计算机科学 2017-08-09 Hoa Khanh Dam , Truyen Tran , Trang Pham , Shien Wee Ng , John Grundy , Aditya Ghose

Software vulnerabilities are a serious and crucial concern. Typically, in a program or function consisting of hundreds or thousands of source code statements, there are only a few statements causing the corresponding vulnerabilities. Most…

密码学与安全 · 计算机科学 2024-06-13 Van Nguyen , Trung Le , Chakkrit Tantithamthavorn , Michael Fu , John Grundy , Hung Nguyen , Seyit Camtepe , Paul Quirk , Dinh Phung

Code cloning is a common practice in software development, but it poses significant security risks by propagating vulnerabilities across cloned segments. To address this challenge, we introduce srcVul, a scalable, precise detection approach…

软件工程 · 计算机科学 2025-05-06 Hakam Alomari , Christopher Vendome , Hilal Gyawali

LLM-based code assistants are becoming increasingly popular among developers. These tools help developers improve their coding efficiency and reduce errors by providing real-time suggestions based on the developer's codebase. While…

密码学与安全 · 计算机科学 2024-10-30 Amit Finkman Noah , Avishag Shapira , Eden Bar Kochva , Inbar Maimon , Dudu Mimran , Yuval Elovici , Asaf Shabtai

Auto-completing code enables developers to speed up coding significantly. Recent advances in transformer-based large language model (LLM) technologies have been applied to code synthesis. However, studies show that many of such synthesized…

密码学与安全 · 计算机科学 2023-10-09 André Storhaug , Jingyue Li , Tianyuan Hu

The relentless process of tracking and remediating vulnerabilities is a top concern for cybersecurity professionals. The key challenge is trying to identify a remediation scheme specific to in-house, organizational objectives. Without a…

密码学与安全 · 计算机科学 2024-06-11 Corren McCoy , Ross Gore , Michael L. Nelson , Michele C. Weigle

Static analysis remains one of the most popular approaches for detecting and correcting poor or vulnerable program code. It involves the examination of code listings, test results, or other documentation to identify errors, violations of…

人工智能 · 计算机科学 2021-08-27 Fitzroy D. Nembhard , Marco M. Carvalho

In software, a vulnerability is a defect in a program that attackers might utilize to acquire unauthorized access, alter system functions, and acquire information. These vulnerabilities arise from programming faults, design flaws, incorrect…

软件工程 · 计算机科学 2024-11-28 Md. Fahim Sultan , Tasmin Karim , Md. Shazzad Hossain Shaon , Mohammad Wardat , Mst Shapna Akter

Security teams face a challenge: the volume of newly disclosed Common Vulnerabilities and Exposures (CVEs) far exceeds the capacity to manually develop detection mechanisms. In 2025, the National Vulnerability Database published over 48,000…

密码学与安全 · 计算机科学 2026-04-03 Ayush Garg , Sophia Hager , Jacob Montiel , Aditya Tiwari , Michael Gentile , Zach Reavis , David Magnotti , Wayne Fullen

Large language models (LLMs) are now widely used to draft and refactor code, but code that works is not necessarily secure. We evaluate secure code generation using the Instruct Prime, which eliminated compliance-required prompts and cue…

密码学与安全 · 计算机科学 2025-11-07 Arup Datta , Ahmed Aljohani , Hyunsook Do

As large language models (LLMs) are increasingly adopted for code vulnerability detection, their reliability and robustness across diverse vulnerability types have become a pressing concern. In traditional adversarial settings, code…

密码学与安全 · 计算机科学 2025-12-19 Xiao Li , Yue Li , Hao Wu , Yue Zhang , Yechao Zhang , Fengyuan Xu , Sheng Zhong

Rug pulls pose a grave threat to the cryptocurrency ecosystem, leading to substantial financial loss and undermining trust in decentralized finance (DeFi) projects. With the emergence of new rug pull patterns, research on rug pull is out of…

软件工程 · 计算机科学 2024-03-26 Dianxiang Sun , Wei Ma , Liming Nie , Yang Liu

Increasing interest in securing the Android ecosystem has spawned numerous efforts to assist app developers in building secure apps. These efforts have resulted in tools and techniques capable of detecting vulnerabilities (and malicious…

密码学与安全 · 计算机科学 2019-08-06 Venkatesh-Prasad Ranganath , Joydeep Mitra